{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "import sys\n",
    "#reload(sys)\n",
    "#sys.setdefaultencoding(\"utf-8\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 共享单车数据探索\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 格式设置\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of dataset::(731, 16)\n"
     ]
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv('day.csv')\n",
    "print(f'Shape of dataset::{train.shape}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示前面几个数据\n",
    "display(train.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     731 non-null    int64  \n",
      " 1   dteday      731 non-null    object \n",
      " 2   season      731 non-null    int64  \n",
      " 3   yr          731 non-null    int64  \n",
      " 4   mnth        731 non-null    int64  \n",
      " 5   holiday     731 non-null    int64  \n",
      " 6   weekday     731 non-null    int64  \n",
      " 7   workingday  731 non-null    int64  \n",
      " 8   weathersit  731 non-null    int64  \n",
      " 9   temp        731 non-null    float64\n",
      " 10  atemp       731 non-null    float64\n",
      " 11  hum         731 non-null    float64\n",
      " 12  windspeed   731 non-null    float64\n",
      " 13  casual      731 non-null    int64  \n",
      " 14  registered  731 non-null    int64  \n",
      " 15  cnt         731 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "# 数据的整体形式\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 离散特征的分布\n",
    "# 为什么要进行转化类型，pandas series->object类\n",
    "categorical_features = ['season','mnth','weathersit','weekday']#这里只选了这四个离散特征\n",
    "for col in categorical_features:\n",
    "    print('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())#输出每个值出现的次数,和collections.counts一样?\n",
    "    train[col]=train[col].astype('object')#转换为object类？\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000020FD7FE0708>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000020FD7F17408>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000020FD7FD5148>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000020FD802E208>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值特征的分布，这里用了hist\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20fd9cd35c8>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 特征与目标之间的关系\n",
    "sn.violinplot(data = train[['yr','cnt']],\n",
    "             x = 'yr',y='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly istribution of counts')]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train['date'].dt.dayofyear #提取一年中的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data = train[['dayofyear','cnt','yr']],\n",
    "            x = 'dayofyear',y='cnt',hue = 'yr',ax = ax)\n",
    "ax.set(title = 'dayly istribution of counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20fdf2fb048>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 季节与汽车数量的关系violinplot图\n",
    "sn.violinplot(data = train[['season','cnt']],\n",
    "             x = 'season',y ='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# barplot图\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data = train[['season','cnt']],\n",
    "          x='season', y='cnt')\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 月份和汽车数量的关系\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data = train[['mnth','cnt']],\n",
    "          x = 'mnth',y = 'cnt')\n",
    "ax.set(title = 'Monthly distribution of counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 天气和骑车数目的关系\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data = train[['weathersit','cnt']],\n",
    "          x = 'weathersit', y = 'cnt')\n",
    "ax.set(title = \"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20fe1d25d08>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 工作日和节假日的分布\n",
    "fig,(ax1,ax2) = plt.subplots(ncols = 2)\n",
    "sn.barplot(data = train, x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data = train, x = 'workingday', y = 'cnt',ax = ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20fe1d1f908>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型特征和汽车数目的关系图\n",
    "corrMatt = train[[\"temp\",\"atemp\",\"hum\",\"windspeed\",\"casual\",\"registered\",\"cnt\"]].corr()\n",
    "\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt,mask=mask,vmax=.8,square=True,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
